code: def active_process_unlabeled_dataset(
      sock: socket.socket,
      unlabeled: TextIO,
      input_fn: Callable[[str], str],
      minus1: bool,
      verbose=False,
      human: Optional[TextIO] = None,
      output: Optional[TextIO] = None,
  ):
      for i, line in enumerate(unlabeled):
          human_string = line
          if human is not None:
              try:
                  human_string = next(human)
              except:
                  print(
                      "Warning: out of lines in human data, reverting to vw strings"
                  )
                  human_string = line
          send_example(sock, line)
          response = recvall(sock, 256)
          responselist = response.split(" ")
          if len(responselist) == 2:
              # VW does not care about this label
              if verbose:
                  print(
                      'Importance omitted from response for example {}, "{}", skipping...'.format(
                          i, response.strip()
                      )
                  )
              continue
          prediction, tag, importance = responselist
          if verbose:
              print(
                  "Example {} reponse: prediction={}, tag={}, importance={}".format(
                      i, prediction, tag, importance
                  )
              )
          try:
              imp = float(importance)
          except:
              continue
          label = get_label(
              human_string if verbose else "",
              minus1,
              i,
              tag,
              float(prediction),
              input_fn,
          )
          if label is None:
              continue
          front, rest = line.split("|", 1)
          if tag == "":
              tag = "'empty"
          labeled_example = "{} {} {} |{}".format(label, imp, tag, rest)
          send_example(sock, labeled_example)
          if output:
              output.write(labeled_example)
              output.flush()
          recvall(sock, 256)
  
file_path: vowpal_wabbit/utl/active_interactor.py
imports: import socket
  import argparse
  from typing import Callable, ContextManager, Optional, TextIO
  import contextlib
label_desc: Use image node_id 9 for calling a global function with example usage: active_process_unlabeled_dataset(sock, unlabeled, input_fn, minus1, verbose, human, output) without return types